Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2021 Mar;28(12):14521-14529.
doi: 10.1007/s11356-020-11644-9. Epub 2020 Nov 19.

Presentation of a developed sub-epidemic model for estimation of the COVID-19 pandemic and assessment of travel-related risks in Iran

Affiliations

Presentation of a developed sub-epidemic model for estimation of the COVID-19 pandemic and assessment of travel-related risks in Iran

Mohsen Ahmadi et al. Environ Sci Pollut Res Int. 2021 Mar.

Abstract

The COVID-19 pandemic is one of the contagious diseases involving all the world in 2019-2020. Also, all people are concerned about the future of this catastrophe and how the continuous outbreak can be prevented. Some countries are not successful in controlling the outbreak; therefore, the incidence is observed in several peaks. In this paper, firstly single-peak SIR models are used for historical data. Regarding the SIR model, the termination time of the outbreak should have been in early June 2020. However, several peaks invalidate the results of single-peak models. Therefore, we should present a model to support pandemics with several extrema. In this paper, we presented the generalized logistic growth model (GLM) to estimate sub-epidemic waves of the COVID-19 outbreak in Iran. Therefore, the presented model simulated scenarios of two, three, and four waves in the observed incidence. In the second part of the paper, we assessed travel-related risk in inter-provincial travels in Iran. Moreover, the results of travel-related risk show that typical travel between Tehran and other sites exposed Isfahan, Gilan, Mazandaran, and West Azerbaijan in the higher risk of infection greater than 100 people per day. Therefore, controlling this movement can prevent great numbers of infection, remarkably.

Keywords: COVID-19; Iran; Pandemic; Risk assessment; Sub-epidemic; Travel.

PubMed Disclaimer

Conflict of interest statement

The authors declare that they have no competing interests.

Figures

Fig. 1
Fig. 1
Results of epidemic analysis of the COVID-19 pandemic
Fig. 2
Fig. 2
Results of estimation of sub-epidemic waves
Fig. 3
Fig. 3
Results of estimation of sub-epidemic waves
Fig. 4
Fig. 4
Risk of outbreaks in Iran provinces if traveling to Tehran province and vice versa
Fig. 5
Fig. 5
The network graph of internal movement between provinces

References

    1. Ahmadi M, Sharifi A, Dorosti S, Jafarzadeh Ghoushchi S, Ghanbari N. Investigation of effective climatology parameters on COVID-19 outbreak in Iran. Sci Total Environ. 2020;729:138705. doi: 10.1016/j.scitotenv.2020.138705. - DOI - PMC - PubMed
    1. Alzahrani SI, Aljamaan IA, Al-Fakih EA. Forecasting the spread of the COVID-19 pandemic in Saudi Arabia using ARIMA prediction model under current public health interventions. J Infect Public Health. 2020;13:914–919. doi: 10.1016/j.jiph.2020.06.001. - DOI - PMC - PubMed
    1. Anzai A, Kobayashi T, Linton NM, Kinoshita R, Hayashi K, Suzuki A, Yang Y, Jung SM, Miyama T, Akhmetzhanov AR, Nishiura H. Assessing the impact of reduced travel on exportation dynamics of novel coronavirus infection (COVID-19) J Clin Med. 2020;9:601. doi: 10.3390/jcm9020601. - DOI - PMC - PubMed
    1. Arino J, Jordan R, van den Driessche P. Quarantine in a multi-species epidemic model with spatial dynamics. Math Biosci. 2007;206:46–60. doi: 10.1016/j.mbs.2005.09.002. - DOI - PubMed
    1. Barker CM, Reisen WK (2019) Epidemiology of Vector-Borne Diseases. In Medical and Veterinary Entomology (pp. 33–49). Academic Press. Chicago